Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	164231
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	28.8 MiB
Average record size in memory	184.0 B

Variable types

Numeric	22
Categorical	1

Alerts

`V2` is highly correlated with `V1` and 8 other fields	High correlation
`V6` is highly correlated with `V1` and 5 other fields	High correlation
`V7` is highly correlated with `V1` and 11 other fields	High correlation
`V8` is highly correlated with `V1` and 9 other fields	High correlation
`V1` is highly correlated with `V2` and 8 other fields	High correlation
`V3` is highly correlated with `V1` and 11 other fields	High correlation
`V4` is highly correlated with `V1` and 9 other fields	High correlation
`V5` is highly correlated with `V1` and 11 other fields	High correlation
`V9` is highly correlated with `V3` and 9 other fields	High correlation
`V10` is highly correlated with `V4` and 8 other fields	High correlation
`V11` is highly correlated with `V9` and 5 other fields	High correlation
`V12` is highly correlated with `V5` and 7 other fields	High correlation
`V14` is highly correlated with `V3` and 6 other fields	High correlation
`V16` is highly correlated with `V1` and 14 other fields	High correlation
`V17` is highly correlated with `V3` and 9 other fields	High correlation
`V18` is highly correlated with `V3` and 6 other fields	High correlation
`V20` is highly correlated with `V1` and 6 other fields	High correlation
`V21` is highly correlated with `V7` and 2 other fields	High correlation
`id` is uniformly distributed	Uniform
`id` has unique values	Unique

Reproduction

Analysis started	2023-06-18 17:42:01.910896
Analysis finished	2023-06-18 17:44:51.062305
Duration	2 minutes and 49.15 seconds
Software version	pandas-profiling v3.3.0
Download configuration	config.json

id
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	164231
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82116

Minimum	1
Maximum	164231
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 MiB

Quantile statistics

Minimum	1
5-th percentile	8212.5
Q1	41058.5
median	82116
Q3	123173.5
95-th percentile	156019.5
Maximum	164231
Range	164230
Interquartile range (IQR)	82115

Descriptive statistics

Standard deviation	47409.55037
Coefficient of variation (CV)	0.5773485115
Kurtosis	-1.2
Mean	82116
Median Absolute Deviation (MAD)	41058
Skewness	0
Sum	1.34859928 × 10¹⁰
Variance	2247665466
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
109382	1	< 0.1%
109484	1	< 0.1%
109485	1	< 0.1%
109486	1	< 0.1%
109487	1	< 0.1%
109488	1	< 0.1%
109489	1	< 0.1%
109490	1	< 0.1%
109491	1	< 0.1%
Other values (164221)	164221	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
164231	1	< 0.1%
164230	1	< 0.1%
164229	1	< 0.1%
164228	1	< 0.1%
164227	1	< 0.1%
164226	1	< 0.1%
164225	1	< 0.1%
164224	1	< 0.1%
164223	1	< 0.1%
164222	1	< 0.1%

V1
Real number (ℝ)

HIGH CORRELATION

Distinct	163102
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02081622195

Minimum	-14.90386229
Maximum	1.215246964
Zeros	1
Zeros (%)	< 0.1%
Negative	82758
Negative (%)	50.4%
Memory size	1.3 MiB

Quantile statistics

Minimum	-14.90386229
5-th percentile	-1.025856159
Q1	-0.4458867603
median	-0.02629018849
Q3	0.5902845472
95-th percentile	0.9790907132
Maximum	1.215246964
Range	16.11910925
Interquartile range (IQR)	1.036171308

Descriptive statistics

Standard deviation	0.7099955774
Coefficient of variation (CV)	34.10780204
Kurtosis	9.450280094
Mean	0.02081622195
Median Absolute Deviation (MAD)	0.5588003841
Skewness	-1.501758004
Sum	3418.668947
Variance	0.5040937199
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.027898503	177	0.1%
0.6511889825	126	0.1%
0.6664246559	74	< 0.1%
0.6577020858	73	< 0.1%
0.655629243	64	< 0.1%
0.6675265769	57	< 0.1%
0.6388077545	42	< 0.1%
0.7910503699	36	< 0.1%
0.5092059099	32	< 0.1%
0.646526734	32	< 0.1%
Other values (163092)	163518	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14.90386229	1	< 0.1%
-11.86762236	1	< 0.1%
-11.08696324	1	< 0.1%
-10.43384826	1	< 0.1%
-9.704956294	1	< 0.1%
-9.677363287	1	< 0.1%
-9.545824221	1	< 0.1%
-9.463003469	1	< 0.1%
-9.325929583	1	< 0.1%
-9.034003295	1	< 0.1%

Value	Count	Frequency (%)
1.215246964	1	< 0.1%
1.207411724	1	< 0.1%
1.203914127	1	< 0.1%
1.202863691	1	< 0.1%
1.200560459	1	< 0.1%
1.200525859	1	< 0.1%
1.195435496	1	< 0.1%
1.195166325	1	< 0.1%
1.193293591	1	< 0.1%
1.192964561	1	< 0.1%

V2
Real number (ℝ)

HIGH CORRELATION

Distinct	163100
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02903608189

Minimum	-19.75851968
Maximum	8.034236258
Zeros	1
Zeros (%)	< 0.1%
Negative	79396
Negative (%)	48.3%
Memory size	1.3 MiB

Quantile statistics

Minimum	-19.75851968
5-th percentile	-0.7845424275
Q1	-0.2968357104
median	0.02353249082
Q3	0.422750449
95-th percentile	0.7873708747
Maximum	8.034236258
Range	27.79275594
Interquartile range (IQR)	0.7195861595

Descriptive statistics

Standard deviation	0.5924373195
Coefficient of variation (CV)	20.40348701
Kurtosis	36.51121582
Mean	0.02903608189
Median Absolute Deviation (MAD)	0.363947298
Skewness	-1.976329188
Sum	4768.624764
Variance	0.3509819776
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1633338865	175	0.1%
-0.3032646541	117	0.1%
0.03751388492	72	< 0.1%
0.1945991246	68	< 0.1%
-0.01678854287	68	< 0.1%
0.1657320132	43	< 0.1%
0.004263542976	40	< 0.1%
0.5183315043	37	< 0.1%
-0.5988388342	34	< 0.1%
-0.01504872527	30	< 0.1%
Other values (163090)	163547	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19.75851968	1	< 0.1%
-16.0837885	1	< 0.1%
-14.65581744	1	< 0.1%
-14.39439898	1	< 0.1%
-13.74148764	1	< 0.1%
-12.00478029	1	< 0.1%
-11.90578754	1	< 0.1%
-11.69341359	1	< 0.1%
-11.57121958	1	< 0.1%
-11.1208835	1	< 0.1%

Value	Count	Frequency (%)
8.034236258	1	< 0.1%
6.839433444	1	< 0.1%
5.991394862	1	< 0.1%
5.621338944	1	< 0.1%
5.483093432	1	< 0.1%
5.424201408	1	< 0.1%
5.291256248	1	< 0.1%
5.196366634	1	< 0.1%
4.949116734	1	< 0.1%
4.861836953	1	< 0.1%

V3
Real number (ℝ)

HIGH CORRELATION

Distinct	163075
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2748902739

Minimum	-9.861435904
Maximum	3.07278888
Zeros	0
Zeros (%)	0.0%
Negative	46672
Negative (%)	28.4%
Memory size	1.3 MiB

Quantile statistics

Minimum	-9.861435904
5-th percentile	-0.7789439702
Q1	-0.04831103498
median	0.359776459
Q3	0.6518127731
95-th percentile	1.087417214
Maximum	3.07278888
Range	12.93422478
Interquartile range (IQR)	0.7001238081

Descriptive statistics

Standard deviation	0.5800468878
Coefficient of variation (CV)	2.11010335
Kurtosis	4.886638986
Mean	0.2748902739
Median Absolute Deviation (MAD)	0.3539258134
Skewness	-1.018258676
Sum	45145.50458
Variance	0.336454392
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.376020478	176	0.1%
-0.3409930965	124	0.1%
-0.6464162022	76	< 0.1%
-1.082798302	68	< 0.1%
-0.5449921529	65	< 0.1%
-1.028881388	48	< 0.1%
-0.5737082981	46	< 0.1%
-0.8449068536	43	< 0.1%
-0.6458050886	39	< 0.1%
-0.5771529842	36	< 0.1%
Other values (163065)	163510	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.861435904	1	< 0.1%
-9.544489845	1	< 0.1%
-8.964601959	1	< 0.1%
-8.836764833	1	< 0.1%
-8.074969549	1	< 0.1%
-7.886906563	1	< 0.1%
-7.859987694	1	< 0.1%
-6.589929072	1	< 0.1%
-6.439840638	1	< 0.1%
-5.805597019	1	< 0.1%

Value	Count	Frequency (%)
3.07278888	1	< 0.1%
2.743929562	1	< 0.1%
2.546858182	1	< 0.1%
2.120699525	1	< 0.1%
2.049198924	1	< 0.1%
2.021940183	1	< 0.1%
1.957389458	1	< 0.1%
1.95408799	1	< 0.1%
1.92922476	1	< 0.1%
1.926581435	1	< 0.1%

V4
Real number (ℝ)

HIGH CORRELATION

Distinct	163090
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02390297998

Minimum	-2.63182518
Maximum	6.134471136
Zeros	0
Zeros (%)	0.0%
Negative	80532
Negative (%)	49.0%
Memory size	1.3 MiB

Quantile statistics

Minimum	-2.63182518
5-th percentile	-0.975898596
Q1	-0.3983272552
median	0.01899741806
Q3	0.4562281077
95-th percentile	1.061045638
Maximum	6.134471136
Range	8.766296317
Interquartile range (IQR)	0.8545553629

Descriptive statistics

Standard deviation	0.6317103534
Coefficient of variation (CV)	26.42810035
Kurtosis	0.6639862091
Mean	0.02390297998
Median Absolute Deviation (MAD)	0.4288354443
Skewness	0.2391859301
Sum	3925.610305
Variance	0.3990579706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.4211580166	173	0.1%
-0.9523016981	118	0.1%
-0.2785436942	70	< 0.1%
-0.2415771667	69	< 0.1%
-0.1534363119	63	< 0.1%
-0.1730876776	54	< 0.1%
0.1294743975	37	< 0.1%
0.6577379167	36	< 0.1%
-0.156297955	35	< 0.1%
0.2341956882	34	< 0.1%
Other values (163080)	163542	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.63182518	1	< 0.1%
-2.590766898	1	< 0.1%
-2.562779891	1	< 0.1%
-2.558283286	1	< 0.1%
-2.415884068	1	< 0.1%
-2.373166513	1	< 0.1%
-2.369842465	1	< 0.1%
-2.285466894	1	< 0.1%
-2.282338294	1	< 0.1%
-2.263793298	1	< 0.1%

Value	Count	Frequency (%)
6.134471136	1	< 0.1%
5.078488667	1	< 0.1%
4.539477671	1	< 0.1%
4.482839784	1	< 0.1%
4.459488295	1	< 0.1%
4.41322897	1	< 0.1%
4.026918746	1	< 0.1%
3.692915143	1	< 0.1%
3.523400083	1	< 0.1%
3.453573515	1	< 0.1%

V5
Real number (ℝ)

HIGH CORRELATION

Distinct	163042
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.06315800996

Minimum	-18.79562944
Maximum	11.41214821
Zeros	0
Zeros (%)	0.0%
Negative	95601
Negative (%)	58.2%
Memory size	1.3 MiB

Quantile statistics

Minimum	-18.79562944
5-th percentile	-0.8313267795
Q1	-0.4221327341
median	-0.08787462753
Q3	0.2093979295
95-th percentile	0.9873543633
Maximum	11.41214821
Range	30.20777765
Interquartile range (IQR)	0.6315306636

Descriptive statistics

Standard deviation	0.5473135505
Coefficient of variation (CV)	-8.665782074
Kurtosis	17.28704388
Mean	-0.06315800996
Median Absolute Deviation (MAD)	0.3196488537
Skewness	0.3407931987
Sum	-10372.50313
Variance	0.2995521226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.23153613	170	0.1%
0.6633115534	123	0.1%
1.0149656	71	< 0.1%
1.069628456	70	< 0.1%
1.320675626	62	< 0.1%
1.291616911	53	< 0.1%
0.492385909	38	< 0.1%
1.015453792	35	< 0.1%
1.096876381	35	< 0.1%
0.8492180278	31	< 0.1%
Other values (163032)	163543	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-18.79562944	1	< 0.1%
-10.54536758	1	< 0.1%
-10.12829014	1	< 0.1%
-8.071916683	1	< 0.1%
-7.85963895	1	< 0.1%
-5.949225907	1	< 0.1%
-5.90657294	1	< 0.1%
-5.888270496	1	< 0.1%
-5.479135464	1	< 0.1%
-5.317001169	1	< 0.1%

Value	Count	Frequency (%)
11.41214821	1	< 0.1%
10.48832148	1	< 0.1%
8.9172048	1	< 0.1%
8.390938584	1	< 0.1%
8.245887671	1	< 0.1%
8.195367501	1	< 0.1%
6.744812889	1	< 0.1%
6.46222843	1	< 0.1%
5.544284149	1	< 0.1%
5.468091339	1	< 0.1%

V6
Real number (ℝ)

HIGH CORRELATION

Distinct	162990
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08725482959

Minimum	-8.178916572
Maximum	8.116983653
Zeros	0
Zeros (%)	0.0%
Negative	85662
Negative (%)	52.2%
Memory size	1.3 MiB

Quantile statistics

Minimum	-8.178916572
5-th percentile	-0.592847787
Q1	-0.3112517731
median	-0.02785713592
Q3	0.2696176498
95-th percentile	1.646668957
Maximum	8.116983653
Range	16.29590023
Interquartile range (IQR)	0.5808694228

Descriptive statistics

Standard deviation	0.6158598894
Coefficient of variation (CV)	7.058175374
Kurtosis	3.489041769
Mean	0.08725482959
Median Absolute Deviation (MAD)	0.2892207773
Skewness	1.412295639
Sum	14329.94792
Variance	0.3792834034
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.586928212	175	0.1%
1.718156224	123	0.1%
1.634064813	75	< 0.1%
1.590781962	74	< 0.1%
1.404041882	64	< 0.1%
1.427050999	51	< 0.1%
1.802092997	46	< 0.1%
0.2644032745	37	< 0.1%
1.61701728	36	< 0.1%
1.633868686	29	< 0.1%
Other values (162980)	163521	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8.178916572	1	< 0.1%
-6.440729876	1	< 0.1%
-6.276469189	1	< 0.1%
-5.961986268	1	< 0.1%
-5.786769387	1	< 0.1%
-5.394303413	1	< 0.1%
-5.240672698	1	< 0.1%
-4.869670789	1	< 0.1%
-4.208233141	1	< 0.1%
-4.186142699	1	< 0.1%

Value	Count	Frequency (%)
8.116983653	1	< 0.1%
7.541257778	1	< 0.1%
6.983985765	1	< 0.1%
4.858328414	1	< 0.1%
4.195291358	1	< 0.1%
4.168334327	1	< 0.1%
3.809764008	1	< 0.1%
3.671808178	1	< 0.1%
3.645774508	1	< 0.1%
3.463144419	1	< 0.1%

V7
Real number (ℝ)

HIGH CORRELATION

Distinct	163114
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.06119876862

Minimum	-10.93809497
Maximum	19.91204929
Zeros	0
Zeros (%)	0.0%
Negative	91281
Negative (%)	55.6%
Memory size	1.3 MiB

Quantile statistics

Minimum	-10.93809497
5-th percentile	-0.6434039102
Q1	-0.3265143484
median	-0.04857846857
Q3	0.2014798126
95-th percentile	0.5195930467
Maximum	19.91204929
Range	30.85014426
Interquartile range (IQR)	0.527994161

Descriptive statistics

Standard deviation	0.4140495305
Coefficient of variation (CV)	-6.765651332
Kurtosis	55.08504658
Mean	-0.06119876862
Median Absolute Deviation (MAD)	0.2686181658
Skewness	0.3456031614
Sum	-10050.73497
Variance	0.1714370137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.216062962	173	0.1%
-0.5725634137	109	0.1%
-0.252522559	73	< 0.1%
-0.2674969137	73	< 0.1%
-0.08581331805	63	< 0.1%
-0.2244630768	56	< 0.1%
-0.09377366864	53	< 0.1%
-0.6009596562	36	< 0.1%
-0.7460980907	36	< 0.1%
0.1658572512	32	< 0.1%
Other values (163104)	163527	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10.93809497	1	< 0.1%
-8.367853537	1	< 0.1%
-7.951066659	1	< 0.1%
-7.668429677	1	< 0.1%
-7.361640933	1	< 0.1%
-7.243394182	1	< 0.1%
-7.034136418	1	< 0.1%
-6.482508938	1	< 0.1%
-6.136813726	1	< 0.1%
-5.882170917	1	< 0.1%

Value	Count	Frequency (%)
19.91204929	1	< 0.1%
11.62803275	1	< 0.1%
7.961895487	1	< 0.1%
7.819944454	1	< 0.1%
6.062490194	1	< 0.1%
5.46333394	1	< 0.1%
5.291382886	1	< 0.1%
5.253750121	1	< 0.1%
5.049205142	1	< 0.1%
4.958568483	1	< 0.1%

V8
Real number (ℝ)

HIGH CORRELATION

Distinct	163064
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08175863965

Minimum	-14.28503762
Maximum	9.135292884
Zeros	2
Zeros (%)	< 0.1%
Negative	57672
Negative (%)	35.1%
Memory size	1.3 MiB

Quantile statistics

Minimum	-14.28503762
5-th percentile	-0.2213365006
Q1	-0.0467795416
median	0.06939341249
Q3	0.2174175968
95-th percentile	0.5087864889
Maximum	9.135292884
Range	23.4203305
Interquartile range (IQR)	0.2641971385

Descriptive statistics

Standard deviation	0.3716582691
Coefficient of variation (CV)	4.545798103
Kurtosis	167.188453
Mean	0.08175863965
Median Absolute Deviation (MAD)	0.1272609898
Skewness	-6.984050718
Sum	13427.30315
Variance	0.138129869
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3638531004	177	0.1%
0.479573631	106	0.1%
0.4024301277	75	< 0.1%
0.4041250492	71	< 0.1%
0.3416758668	66	< 0.1%
0.3425768852	58	< 0.1%
0.4255389587	56	< 0.1%
0.1822693808	41	< 0.1%
0.373846136	39	< 0.1%
0.4042535284	33	< 0.1%
Other values (163054)	163509	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14.28503762	1	< 0.1%
-14.03280055	1	< 0.1%
-12.08130009	1	< 0.1%
-11.91332144	1	< 0.1%
-11.68640772	1	< 0.1%
-11.55495415	1	< 0.1%
-11.53413092	1	< 0.1%
-11.47439541	1	< 0.1%
-11.44911721	1	< 0.1%
-11.40662587	1	< 0.1%

Value	Count	Frequency (%)
9.135292884	1	< 0.1%
7.036932331	1	< 0.1%
5.288924151	1	< 0.1%
4.727950821	1	< 0.1%
4.574380347	1	< 0.1%
4.567950496	1	< 0.1%
4.543787799	1	< 0.1%
4.247969225	1	< 0.1%
4.201374144	1	< 0.1%
4.122434133	1	< 0.1%

V9
Real number (ℝ)

HIGH CORRELATION

Distinct	163073
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.04829281548

Minimum	-4.378475332
Maximum	6.711957006
Zeros	1
Zeros (%)	< 0.1%
Negative	96839
Negative (%)	59.0%
Memory size	1.3 MiB

Quantile statistics

Minimum	-4.378475332
5-th percentile	-0.9034013353
Q1	-0.3696243388
median	-0.08707940617
Q3	0.2624942971
95-th percentile	0.8734013316
Maximum	6.711957006
Range	11.09043234
Interquartile range (IQR)	0.632118636

Descriptive statistics

Standard deviation	0.5202650513
Coefficient of variation (CV)	-10.77313563
Kurtosis	1.482092649
Mean	-0.04829281548
Median Absolute Deviation (MAD)	0.3101838706
Skewness	0.476744446
Sum	-7931.177379
Variance	0.2706757236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3043029351	170	0.1%
0.8356507818	117	0.1%
-0.02636201915	71	< 0.1%
-0.1489810006	69	< 0.1%
-0.03703541638	64	< 0.1%
0.086664907	49	< 0.1%
-0.1433070343	46	< 0.1%
-0.9922437888	38	< 0.1%
-0.02630371501	37	< 0.1%
0.3989801676	35	< 0.1%
Other values (163063)	163535	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.378475332	1	< 0.1%
-2.635288684	1	< 0.1%
-2.238016593	1	< 0.1%
-2.205858293	1	< 0.1%
-2.141764076	1	< 0.1%
-2.086720105	1	< 0.1%
-1.987348975	1	< 0.1%
-1.98389568	1	< 0.1%
-1.979561962	1	< 0.1%
-1.953136399	1	< 0.1%

Value	Count	Frequency (%)
6.711957006	1	< 0.1%
5.204012632	1	< 0.1%
4.53405425	1	< 0.1%
4.495294876	1	< 0.1%
4.422151813	1	< 0.1%
4.121157561	1	< 0.1%
4.04284649	1	< 0.1%
4.038284243	1	< 0.1%
3.968719082	1	< 0.1%
3.911445492	1	< 0.1%

V10
Real number (ℝ)

HIGH CORRELATION

Distinct	163102
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.01526889587

Minimum	-11.0463279
Maximum	7.939202453
Zeros	2
Zeros (%)	< 0.1%
Negative	96886
Negative (%)	59.0%
Memory size	1.3 MiB

Quantile statistics

Minimum	-11.0463279
5-th percentile	-0.5814310251
Q1	-0.2529723544
median	-0.05093708341
Q3	0.2137944023
95-th percentile	0.7030855218
Maximum	7.939202453
Range	18.98553035
Interquartile range (IQR)	0.4667667567

Descriptive statistics

Standard deviation	0.4158783075
Coefficient of variation (CV)	-27.23696009
Kurtosis	19.62303061
Mean	-0.01526889587
Median Absolute Deviation (MAD)	0.2230093507
Skewness	1.517008102
Sum	-2507.626038
Variance	0.1729547666
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.03759308497	175	0.1%
-0.5114730149	114	0.1%
-0.1087127778	68	< 0.1%
0.0005743772669	67	< 0.1%
-0.3260483002	66	< 0.1%
-0.2679513677	47	< 0.1%
-0.007412965982	44	< 0.1%
-0.3103999301	34	< 0.1%
-0.0905328355	33	< 0.1%
-0.07065955057	33	< 0.1%
Other values (163092)	163550	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-11.0463279	1	< 0.1%
-5.424539096	1	< 0.1%
-5.349214183	1	< 0.1%
-5.009964896	1	< 0.1%
-4.526789849	1	< 0.1%
-4.034324487	1	< 0.1%
-3.784646839	1	< 0.1%
-3.722811855	1	< 0.1%
-3.467741235	1	< 0.1%
-3.37232497	1	< 0.1%

Value	Count	Frequency (%)
7.939202453	1	< 0.1%
6.963094473	1	< 0.1%
6.708030345	1	< 0.1%
6.459698785	1	< 0.1%
6.236659446	1	< 0.1%
6.132039253	1	< 0.1%
6.046644594	1	< 0.1%
5.957275644	1	< 0.1%
5.9543874	1	< 0.1%
5.861079967	1	< 0.1%

V11
Real number (ℝ)

HIGH CORRELATION

Distinct	163076
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04808107369

Minimum	-1.632789067
Maximum	3.152288877
Zeros	0
Zeros (%)	0.0%
Negative	79284
Negative (%)	48.3%
Memory size	1.3 MiB

Quantile statistics

Minimum	-1.632789067
5-th percentile	-0.7162410185
Q1	-0.3120421252
median	0.02777954274
Q3	0.4297286636
95-th percentile	0.7923235901
Maximum	3.152288877
Range	4.785077944
Interquartile range (IQR)	0.7417707888

Descriptive statistics

Standard deviation	0.4762972516
Coefficient of variation (CV)	9.906127608
Kurtosis	-0.4837249371
Mean	0.04808107369
Median Absolute Deviation (MAD)	0.3733802244
Skewness	0.00732500558
Sum	7896.402814
Variance	0.2268590718
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0317522288	164	0.1%
-0.09571148633	120	0.1%
-0.01430446498	73	< 0.1%
0.2090013324	69	< 0.1%
0.06578810643	65	< 0.1%
0.1664242088	49	< 0.1%
-0.2712200414	44	< 0.1%
0.06578029813	41	< 0.1%
-0.1214036651	38	< 0.1%
-0.2526881569	37	< 0.1%
Other values (163066)	163531	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.632789067	1	< 0.1%
-1.616499501	1	< 0.1%
-1.607957245	1	< 0.1%
-1.605483726	1	< 0.1%
-1.565863895	1	< 0.1%
-1.558412632	1	< 0.1%
-1.548384327	1	< 0.1%
-1.54154919	1	< 0.1%
-1.539067924	1	< 0.1%
-1.533002434	1	< 0.1%

Value	Count	Frequency (%)
3.152288877	1	< 0.1%
2.929699018	1	< 0.1%
2.884693424	1	< 0.1%
2.875006796	1	< 0.1%
2.861188757	1	< 0.1%
2.83646458	1	< 0.1%
2.797049776	1	< 0.1%
2.578328202	1	< 0.1%
2.442142968	1	< 0.1%
2.426643488	1	< 0.1%

V12
Real number (ℝ)

HIGH CORRELATION

Distinct	163116
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.009092365208

Minimum	-6.315432747
Maximum	2.703307177
Zeros	0
Zeros (%)	0.0%
Negative	69634
Negative (%)	42.4%
Memory size	1.3 MiB

Quantile statistics

Minimum	-6.315432747
5-th percentile	-0.9574464358
Q1	-0.1884607138
median	0.06392263947
Q3	0.3181937594
95-th percentile	0.6172366954
Maximum	2.703307177
Range	9.018739924
Interquartile range (IQR)	0.5066544732

Descriptive statistics

Standard deviation	0.4615872481
Coefficient of variation (CV)	50.76646588
Kurtosis	2.472367462
Mean	0.009092365208
Median Absolute Deviation (MAD)	0.2538439284
Skewness	-1.091216832
Sum	1493.24823
Variance	0.2130627876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1752817866	159	0.1%
0.3155136707	117	0.1%
0.03682825751	70	< 0.1%
-0.01407307453	61	< 0.1%
-0.1612184619	60	< 0.1%
-0.1341593693	50	< 0.1%
0.1179119775	50	< 0.1%
-0.5135761254	35	< 0.1%
0.1344157154	33	< 0.1%
0.03680580966	30	< 0.1%
Other values (163106)	163566	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.315432747	1	< 0.1%
-5.525708177	1	< 0.1%
-4.472442778	1	< 0.1%
-4.344485968	1	< 0.1%
-4.283802528	1	< 0.1%
-4.257952744	1	< 0.1%
-4.09328312	1	< 0.1%
-4.087416617	1	< 0.1%
-4.081759071	1	< 0.1%
-3.979420539	1	< 0.1%

Value	Count	Frequency (%)
2.703307177	1	< 0.1%
2.653373623	1	< 0.1%
2.467670764	1	< 0.1%
2.172269449	1	< 0.1%
2.09533518	1	< 0.1%
2.016147779	1	< 0.1%
1.919403955	1	< 0.1%
1.874888358	1	< 0.1%
1.842933372	1	< 0.1%
1.789914696	1	< 0.1%

V13
Real number (ℝ)

Distinct	163129
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.01187040412

Minimum	-2.186888833
Maximum	1.996422572
Zeros	0
Zeros (%)	0.0%
Negative	85708
Negative (%)	52.2%
Memory size	1.3 MiB

Quantile statistics

Minimum	-2.186888833
5-th percentile	-0.8544691506
Q1	-0.3413582606
median	-0.02151757896
Q3	0.3188139315
95-th percentile	0.8210532014
Maximum	1.996422572
Range	4.183311405
Interquartile range (IQR)	0.6601721921

Descriptive statistics

Standard deviation	0.5031286833
Coefficient of variation (CV)	-42.38513517
Kurtosis	0.338328672
Mean	-0.01187040412
Median Absolute Deviation (MAD)	0.3312498165
Skewness	0.05478314929
Sum	-1949.48834
Variance	0.253138472
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.0706191611	159	0.1%
0.01595363518	109	0.1%
0.02064241479	72	< 0.1%
-0.0717345773	68	< 0.1%
0.005729894753	67	< 0.1%
-0.06380709791	50	< 0.1%
-0.1120689539	38	< 0.1%
0.2491482469	37	< 0.1%
-0.1673791996	34	< 0.1%
-0.1890476923	33	< 0.1%
Other values (163119)	163564	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.186888833	1	< 0.1%
-1.998366944	1	< 0.1%
-1.995729322	1	< 0.1%
-1.986713693	1	< 0.1%
-1.979241258	1	< 0.1%
-1.974191763	1	< 0.1%
-1.9716272	1	< 0.1%
-1.968846978	1	< 0.1%
-1.968587912	1	< 0.1%
-1.962921014	1	< 0.1%

Value	Count	Frequency (%)
1.996422572	1	< 0.1%
1.949147906	1	< 0.1%
1.941907626	1	< 0.1%
1.934071484	1	< 0.1%
1.931260445	1	< 0.1%
1.917089995	1	< 0.1%
1.913543557	1	< 0.1%
1.906946189	1	< 0.1%
1.901256043	1	< 0.1%
1.869729012	1	< 0.1%

V14
Real number (ℝ)

HIGH CORRELATION

Distinct	163100
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.008342195097

Minimum	-6.544953972
Maximum	3.037429647
Zeros	0
Zeros (%)	0.0%
Negative	80197
Negative (%)	48.8%
Memory size	1.3 MiB

Quantile statistics

Minimum	-6.544953972
5-th percentile	-0.5799583807
Q1	-0.1789841223
median	0.007463634033
Q3	0.2064052189
95-th percentile	0.6362981417
Maximum	3.037429647
Range	9.582383619
Interquartile range (IQR)	0.3853893412

Descriptive statistics

Standard deviation	0.3873921824
Coefficient of variation (CV)	46.43767951
Kurtosis	7.300652694
Mean	0.008342195097
Median Absolute Deviation (MAD)	0.1923963363
Skewness	-0.6696963155
Sum	1370.047043
Variance	0.150072703
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3454858092	171	0.1%
-0.01571269063	103	0.1%
-0.05646055682	76	< 0.1%
0.2127502427	71	< 0.1%
-0.5772621479	63	< 0.1%
-0.4341499804	55	< 0.1%
0.09490348763	46	< 0.1%
-0.1330038541	39	< 0.1%
-0.08832212096	36	< 0.1%
-0.5962910034	35	< 0.1%
Other values (163090)	163536	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.544953972	1	< 0.1%
-6.4071915	1	< 0.1%
-6.034873695	1	< 0.1%
-5.799210189	1	< 0.1%
-5.586357635	1	< 0.1%
-4.789913671	1	< 0.1%
-4.749423669	1	< 0.1%
-4.581957329	1	< 0.1%
-4.46399239	1	< 0.1%
-4.347864135	1	< 0.1%

Value	Count	Frequency (%)
3.037429647	1	< 0.1%
3.034331328	1	< 0.1%
2.979614738	1	< 0.1%
2.919849022	1	< 0.1%
2.89788323	1	< 0.1%
2.858578233	1	< 0.1%
2.819848307	1	< 0.1%
2.746770171	1	< 0.1%
2.695366891	1	< 0.1%
2.638444505	1	< 0.1%

V15
Real number (ℝ)

Distinct	163101
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05092478525

Minimum	-2.077864002
Maximum	2.346661736
Zeros	0
Zeros (%)	0.0%
Negative	69677
Negative (%)	42.4%
Memory size	1.3 MiB

Quantile statistics

Minimum	-2.077864002
5-th percentile	-0.769693599
Q1	-0.2419697806
median	0.08541819748
Q3	0.3982145228
95-th percentile	0.6888568808
Maximum	2.346661736
Range	4.424525739
Interquartile range (IQR)	0.6401843034

Descriptive statistics

Standard deviation	0.4508661107
Coefficient of variation (CV)	8.853569209
Kurtosis	0.04345894654
Mean	0.05092478525
Median Absolute Deviation (MAD)	0.3211625957
Skewness	-0.4431439641
Sum	8363.428407
Variance	0.2032802498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6376285195	168	0.1%
0.7233134882	116	0.1%
0.622638265	71	< 0.1%
0.5788168568	67	< 0.1%
0.6500035692	59	< 0.1%
0.5642694909	51	< 0.1%
-0.07604484379	47	< 0.1%
0.3746635759	36	< 0.1%
0.7344555717	35	< 0.1%
0.6225759943	27	< 0.1%
Other values (163091)	163554	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.077864002	1	< 0.1%
-1.996788892	1	< 0.1%
-1.987113307	1	< 0.1%
-1.97983153	1	< 0.1%
-1.8623333	1	< 0.1%
-1.816065757	1	< 0.1%
-1.805570612	1	< 0.1%
-1.799920245	1	< 0.1%
-1.779783093	1	< 0.1%
-1.763738034	1	< 0.1%

Value	Count	Frequency (%)
2.346661736	1	< 0.1%
2.021702939	1	< 0.1%
1.73946862	1	< 0.1%
1.726674528	1	< 0.1%
1.686661592	1	< 0.1%
1.677018291	1	< 0.1%
1.651547723	1	< 0.1%
1.645282093	1	< 0.1%
1.63505899	1	< 0.1%
1.597394876	1	< 0.1%

V16
Real number (ℝ)

HIGH CORRELATION

Distinct	163125
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.005003358367

Minimum	-5.869785099
Maximum	2.917495855
Zeros	0
Zeros (%)	0.0%
Negative	79779
Negative (%)	48.6%
Memory size	1.3 MiB

Quantile statistics

Minimum	-5.869785099
5-th percentile	-0.6750166421
Q1	-0.2429706044
median	0.01586306046
Q3	0.2571374312
95-th percentile	0.6047776976
Maximum	2.917495855
Range	8.787280954
Interquartile range (IQR)	0.5001080356

Descriptive statistics

Standard deviation	0.395179988
Coefficient of variation (CV)	-78.98294686
Kurtosis	1.395151894
Mean	-0.005003358367
Median Absolute Deviation (MAD)	0.2513025989
Skewness	-0.3988819614
Sum	-821.7065479
Variance	0.1561672229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1859810625	167	0.1%
-0.06091018929	112	0.1%
0.4390874589	80	< 0.1%
0.3201837563	71	< 0.1%
0.4064037074	68	< 0.1%
0.3932530268	43	< 0.1%
-0.05113749384	39	< 0.1%
-0.03886444148	38	< 0.1%
0.2446942486	35	< 0.1%
0.2024405562	31	< 0.1%
Other values (163115)	163547	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.869785099	1	< 0.1%
-5.390706847	1	< 0.1%
-4.284585825	1	< 0.1%
-3.795069286	1	< 0.1%
-3.463991429	1	< 0.1%
-3.271151014	1	< 0.1%
-3.181784128	1	< 0.1%
-2.953585832	1	< 0.1%
-2.783644933	1	< 0.1%
-2.678261848	1	< 0.1%

Value	Count	Frequency (%)
2.917495855	1	< 0.1%
2.572299645	1	< 0.1%
2.102232141	1	< 0.1%
2.090462566	1	< 0.1%
1.959616167	1	< 0.1%
1.924168974	1	< 0.1%
1.831477618	1	< 0.1%
1.763615659	1	< 0.1%
1.753359028	1	< 0.1%
1.591923187	1	< 0.1%

V17
Real number (ℝ)

HIGH CORRELATION

Distinct	163115
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01186872903

Minimum	-9.552717941
Maximum	3.663483349
Zeros	1
Zeros (%)	< 0.1%
Negative	85457
Negative (%)	52.0%
Memory size	1.3 MiB

Quantile statistics

Minimum	-9.552717941
5-th percentile	-0.4641571688
Q1	-0.2174758696
median	-0.01792964637
Q3	0.2004531499
95-th percentile	0.5548260923
Maximum	3.663483349
Range	13.21620129
Interquartile range (IQR)	0.4179290195

Descriptive statistics

Standard deviation	0.3407512548
Coefficient of variation (CV)	28.71000374
Kurtosis	16.15728908
Mean	0.01186872903
Median Absolute Deviation (MAD)	0.2085144976
Skewness	0.1732286624
Sum	1949.213237
Variance	0.1161114177
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3009784014	159	0.1%
-0.3257026185	118	0.1%
-0.2477417366	73	< 0.1%
0.2684587599	68	< 0.1%
-0.4551182517	58	< 0.1%
0.1582176305	57	< 0.1%
-0.2555258042	46	< 0.1%
1.83229424	33	< 0.1%
-0.3371297111	32	< 0.1%
0.003102558649	31	< 0.1%
Other values (163105)	163556	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.552717941	1	< 0.1%
-9.038969201	1	< 0.1%
-7.823316677	1	< 0.1%
-6.386434178	1	< 0.1%
-5.848474063	1	< 0.1%
-5.532818894	1	< 0.1%
-5.42444895	1	< 0.1%
-5.207969177	1	< 0.1%
-5.044407633	1	< 0.1%
-4.871504768	1	< 0.1%

Value	Count	Frequency (%)
3.663483349	1	< 0.1%
3.433937045	1	< 0.1%
3.40593726	1	< 0.1%
3.319776225	1	< 0.1%
3.28483724	1	< 0.1%
3.072394573	1	< 0.1%
3.06946529	1	< 0.1%
3.068388586	1	< 0.1%
2.873301239	1	< 0.1%
2.805049192	1	< 0.1%

V18
Real number (ℝ)

HIGH CORRELATION

Distinct	163105
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.002755285152

Minimum	-2.992794846
Maximum	1.941749179
Zeros	0
Zeros (%)	0.0%
Negative	83036
Negative (%)	50.6%
Memory size	1.3 MiB

Quantile statistics

Minimum	-2.992794846
5-th percentile	-0.6617424512
Q1	-0.2376566833
median	-0.004414237408
Q3	0.2417149841
95-th percentile	0.6411129901
Maximum	1.941749179
Range	4.934544025
Interquartile range (IQR)	0.4793716673

Descriptive statistics

Standard deviation	0.3954035498
Coefficient of variation (CV)	-143.5073061
Kurtosis	0.7297686699
Mean	-0.002755285152
Median Absolute Deviation (MAD)	0.2394850932
Skewness	-0.1199650732
Sum	-452.5032358
Variance	0.1563439672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.02632007313	173	0.1%
0.3089852383	108	0.1%
-0.0343490498	75	< 0.1%
0.08323655592	72	< 0.1%
0.3564365063	66	< 0.1%
0.2939281265	49	< 0.1%
-0.03892199079	42	< 0.1%
-0.03446071336	40	< 0.1%
0.1046480695	35	< 0.1%
0.1983285465	33	< 0.1%
Other values (163095)	163538	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.992794846	1	< 0.1%
-2.976413403	1	< 0.1%
-2.547052646	1	< 0.1%
-2.442283087	1	< 0.1%
-2.424003029	1	< 0.1%
-2.223225432	1	< 0.1%
-2.182934944	1	< 0.1%
-2.147987586	1	< 0.1%
-1.947635782	1	< 0.1%
-1.929785963	1	< 0.1%

Value	Count	Frequency (%)
1.941749179	1	< 0.1%
1.909695844	1	< 0.1%
1.703200853	1	< 0.1%
1.696314574	1	< 0.1%
1.696209398	1	< 0.1%
1.692279501	1	< 0.1%
1.625963182	1	< 0.1%
1.586378569	1	< 0.1%
1.585856008	1	< 0.1%
1.525668624	1	< 0.1%

V19
Real number (ℝ)

Distinct	163118
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.001820025502

Minimum	-2.140813997
Maximum	2.045486908
Zeros	0
Zeros (%)	0.0%
Negative	81575
Negative (%)	49.7%
Memory size	1.3 MiB

Quantile statistics

Minimum	-2.140813997
5-th percentile	-0.6246038341
Q1	-0.2349158472
median	0.002972494758
Q3	0.2361653352
95-th percentile	0.5836496846
Maximum	2.045486908
Range	4.186300905
Interquartile range (IQR)	0.4710811823

Descriptive statistics

Standard deviation	0.3761642607
Coefficient of variation (CV)	-206.6807637
Kurtosis	0.7100251748
Mean	-0.001820025502
Median Absolute Deviation (MAD)	0.2349797219
Skewness	-0.08859710468
Sum	-298.9046082
Variance	0.141499551
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1652952242	160	0.1%
0.4638000223	117	0.1%
0.0875881118	73	< 0.1%
0.1276338372	72	< 0.1%
0.003386777613	70	< 0.1%
0.1829670173	49	< 0.1%
0.02467504159	47	< 0.1%
-0.1264619479	38	< 0.1%
0.1655844245	31	< 0.1%
-0.2320072272	30	< 0.1%
Other values (163108)	163544	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.140813997	1	< 0.1%
-2.038717347	1	< 0.1%
-1.927168343	1	< 0.1%
-1.912176159	1	< 0.1%
-1.858245396	1	< 0.1%
-1.832914277	1	< 0.1%
-1.829199669	1	< 0.1%
-1.819508318	1	< 0.1%
-1.81884778	1	< 0.1%
-1.798300636	1	< 0.1%

Value	Count	Frequency (%)
2.045486908	1	< 0.1%
2.015714583	1	< 0.1%
1.918091209	1	< 0.1%
1.872248939	1	< 0.1%
1.869647767	1	< 0.1%
1.860084136	1	< 0.1%
1.783060412	1	< 0.1%
1.783008428	1	< 0.1%
1.755412279	1	< 0.1%
1.754044278	1	< 0.1%

V20
Real number (ℝ)

HIGH CORRELATION

Distinct	163120
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.005289986735

Minimum	-9.339532822
Maximum	6.792874681
Zeros	0
Zeros (%)	0.0%
Negative	90634
Negative (%)	55.2%
Memory size	1.3 MiB

Quantile statistics

Minimum	-9.339532822
5-th percentile	-0.2126128592
Q1	-0.08726290886
median	-0.01797726954
Q3	0.06787036185
95-th percentile	0.2769623304
Maximum	6.792874681
Range	16.1324075
Interquartile range (IQR)	0.1551332707

Descriptive statistics

Standard deviation	0.2268551221
Coefficient of variation (CV)	42.88387352
Kurtosis	119.0215215
Mean	0.005289986735
Median Absolute Deviation (MAD)	0.07566918853
Skewness	1.171912073
Sum	868.7798115
Variance	0.05146324641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.09018505928	161	0.1%
0.002878327709	111	0.1%
0.008476077089	78	< 0.1%
0.02680355965	64	< 0.1%
0.01636706215	56	< 0.1%
0.02260872059	45	< 0.1%
-0.02692563579	42	< 0.1%
-0.1044348757	38	< 0.1%
0.01441774142	37	< 0.1%
-0.08377770815	33	< 0.1%
Other values (163110)	163566	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.339532822	1	< 0.1%
-9.227867942	1	< 0.1%
-6.919936462	1	< 0.1%
-6.546366798	1	< 0.1%
-6.506783138	1	< 0.1%
-6.375744778	1	< 0.1%
-5.636317563	1	< 0.1%
-5.290417135	1	< 0.1%
-4.454376212	1	< 0.1%
-4.424449142	1	< 0.1%

Value	Count	Frequency (%)
6.792874681	1	< 0.1%
6.174918854	1	< 0.1%
5.417946983	1	< 0.1%
5.414052869	1	< 0.1%
5.332132873	1	< 0.1%
5.070432676	1	< 0.1%
4.581782635	1	< 0.1%
4.573916876	1	< 0.1%
4.549223925	1	< 0.1%
4.466794969	1	< 0.1%

V21
Real number (ℝ)

HIGH CORRELATION

Distinct	163154
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.01260405149

Minimum	-7.344810252
Maximum	11.03147274
Zeros	0
Zeros (%)	0.0%
Negative	91614
Negative (%)	55.8%
Memory size	1.3 MiB

Quantile statistics

Minimum	-7.344810252
5-th percentile	-0.2206421408
Q1	-0.09182981232
median	-0.01841029443
Q3	0.06038310497
95-th percentile	0.190816494
Maximum	11.03147274
Range	18.37628299
Interquartile range (IQR)	0.1522129173

Descriptive statistics

Standard deviation	0.2190439469
Coefficient of variation (CV)	-17.37885211
Kurtosis	272.1293126
Mean	-0.01260405149
Median Absolute Deviation (MAD)	0.07579328565
Skewness	5.348200399
Sum	-2069.975981
Variance	0.04798025066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1348824757	173	0.1%
-0.03210414074	104	0.1%
-0.1566537227	69	< 0.1%
-0.1713381223	68	< 0.1%
-0.1037162022	67	< 0.1%
-0.09590999141	46	< 0.1%
-0.09395810294	42	< 0.1%
-0.02011879638	35	< 0.1%
-0.06056281578	33	< 0.1%
-0.1346603825	29	< 0.1%
Other values (163144)	163565	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.344810252	1	< 0.1%
-6.712268741	1	< 0.1%
-5.973616445	1	< 0.1%
-5.002434491	1	< 0.1%
-4.990707136	1	< 0.1%
-4.748389827	1	< 0.1%
-4.628285487	1	< 0.1%
-4.561832091	1	< 0.1%
-4.539635854	1	< 0.1%
-4.53360283	1	< 0.1%

Value	Count	Frequency (%)
11.03147274	1	< 0.1%
11.00175828	1	< 0.1%
10.41467677	1	< 0.1%
8.226963529	1	< 0.1%
7.526775175	1	< 0.1%
7.453117362	1	< 0.1%
7.418000784	1	< 0.1%
7.283562759	1	< 0.1%
6.633538745	1	< 0.1%
5.96379138	1	< 0.1%

Class
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

0	163878
1	353

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	164231
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	163878	99.8%
1	353	0.2%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	163878	99.8%
1	353	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	163878	99.8%
1	353	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	164231	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	163878	99.8%
1	353	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	164231	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	163878	99.8%
1	353	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	164231	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	163878	99.8%
1	353	0.2%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	id	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21
0	1	-0.299468	0.533339	0.592928	0.094916	0.015414	0.019142	0.045814	0.177430	-0.040845	-0.201868	-0.508314	-0.165179	-0.006907	0.082039	0.783691	0.046401	-0.181900	0.201659	0.186339	0.052175	0.081669
1	2	0.529493	-0.094837	0.341711	0.568313	-0.318345	0.201856	-0.302414	0.208240	0.290601	-0.005605	0.725765	0.176963	-0.934574	0.248362	0.231307	-0.121390	0.045858	-0.088862	-0.320489	-0.132945	0.051778
2	3	0.605630	-0.024632	-0.042535	-0.023267	-0.135464	-0.141456	0.093773	-0.093751	-0.586908	0.282549	-0.295469	0.354953	0.681119	-0.082467	-0.037362	-0.923501	0.024895	0.135814	-0.367899	-0.084424	-0.273891
3	4	-0.346173	0.647783	0.473604	-0.165712	0.127780	-0.221239	0.295904	0.076857	-0.220782	-0.110628	-0.522236	0.101733	0.560604	0.001884	0.409169	0.236170	-0.362497	-0.085438	0.210089	0.112295	-0.136954
4	5	0.240050	-0.688908	0.525568	0.434648	-0.371745	0.799044	-0.332958	0.227423	0.783561	-0.423634	-0.146817	0.816570	0.561863	-0.483898	0.041915	-0.616440	0.548586	-0.956886	-0.379454	0.235959	0.035924
5	6	0.522962	-0.068775	0.169493	0.520835	-0.038385	0.115223	0.024289	0.029732	-0.041955	-0.023765	0.529337	0.775195	0.413996	0.029435	-0.243259	-0.008389	-0.245432	-0.071299	0.084469	0.061213	-0.053454
6	7	0.493538	-0.194923	0.676848	0.543412	-0.527934	0.263542	-0.508051	0.182408	0.319352	-0.026750	0.727905	0.786189	0.611418	-0.202906	0.527264	0.406691	-0.437401	0.404636	-0.330723	-0.001238	0.202200
7	8	0.595575	0.343461	-0.288842	0.561138	0.277458	-0.295444	0.125678	-0.042964	-0.177258	-0.285572	0.818550	0.202419	-0.185772	-0.524237	0.253290	0.345662	0.409619	0.513948	-0.208742	-0.070294	0.004581
8	9	0.667274	-0.767776	-0.118783	-0.784741	-0.588784	0.019499	-0.444111	0.003212	-0.883273	0.767492	-0.037233	-0.519060	-0.273224	-0.002453	-0.199964	-0.036840	0.064475	0.338958	0.251967	-0.057029	-0.156408
9	10	0.505464	-0.122653	0.684923	0.670651	-0.403222	0.472497	-0.437527	0.265060	0.447968	-0.023877	0.587208	0.481212	-0.617290	-0.016735	-0.266408	-0.240432	0.155044	-0.321318	-0.145922	-0.124018	-0.080909

Last rows

	id	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21
164221	164222	1.089984	-0.035635	-1.250939	-0.054365	0.293795	-0.848390	0.388308	-0.265424	0.348949	-0.038784	-0.689939	-0.348218	-0.953507	0.622028	0.083949	-0.519346	0.032270	-0.128409	0.318345	-0.172926	0.116358
164222	164223	-0.226473	0.589764	0.385950	0.409092	0.692789	-0.429879	0.968387	-0.267409	-0.591173	-0.189934	-0.318174	-0.006115	0.039871	0.241688	-0.132250	-0.622049	0.032171	-0.244044	0.232806	0.077467	0.035649
164223	164224	-0.343400	0.439392	0.021358	-0.347029	0.440015	-0.365849	0.387540	0.123249	-0.408324	-0.302367	0.104468	0.003017	-0.643857	0.489902	-0.678449	-0.096219	-0.237434	0.135084	0.161259	-0.115900	0.151859
164224	164225	-0.518646	0.195609	-0.061474	-0.295672	0.236274	-0.638974	0.131967	0.203695	0.214251	-0.973878	-0.557262	0.138790	-0.283678	-0.674455	-0.674455	0.120438	0.535922	0.004994	-0.246224	0.038181	-0.093454
164225	164226	-0.326462	-0.039291	0.845348	0.554146	-0.201500	0.122859	0.125929	0.097665	0.166920	-0.180695	-0.670715	-0.414643	-0.451626	-0.051500	0.406581	0.042408	-0.196958	0.223956	0.296938	0.061418	0.121972
164226	164227	0.945540	-0.636454	-1.891954	-0.694469	1.006394	1.333040	0.075870	0.200967	-0.551412	0.429079	-0.140319	0.003988	-0.062475	0.457187	-0.036584	-1.154964	-0.020712	0.595263	-0.140924	-0.097852	-0.090685
164227	164228	0.069862	0.474324	-1.456827	-1.092415	0.941858	-0.528412	0.862812	0.009045	-0.411747	-0.128967	-0.228767	0.258073	-0.035620	0.655400	-0.946454	-0.159390	-0.458698	0.049198	-0.097779	-0.058269	0.245734
164228	164229	1.029171	-0.019496	-0.964276	0.165058	0.135064	-0.367832	-0.086939	0.072412	0.424644	-0.068249	0.089963	-0.884821	-1.968847	0.015673	0.014050	0.441783	0.195901	0.503895	0.151688	-0.192415	-0.153320
164229	164230	1.039613	-1.081195	-0.892917	-1.402444	0.276423	2.019006	-1.077950	0.511892	-0.432621	0.768096	-0.029440	-0.442975	-0.127359	-0.212865	0.332778	-0.168317	0.150983	0.195624	0.018885	-0.095492	0.054955
164230	164231	-0.215879	0.649585	-0.285801	-0.580750	0.570882	-0.629435	0.850776	-0.227290	-0.278489	-0.024727	0.687274	0.586463	0.361352	0.262834	-0.463130	-0.189906	-0.320088	-0.080870	0.017235	0.029066	0.112815

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows